{"nbformat":4,"nbformat_minor":0,"metadata":{"accelerator":"GPU","colab":{"name":"VAE-GANpro.ipynb","provenance":[]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.6"},"widgets":{"application/vnd.jupyter.widget-state+json":{"74016190a4d54838a0b9b45c79c18125":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_482cf8162e9f4fb59b948114b09e694a","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_3b804c67a9ca419a93811c949fe77d12","IPY_MODEL_74c0327cd98a4da8bf429a8479fdc9e4"]}},"482cf8162e9f4fb59b948114b09e694a":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"3b804c67a9ca419a93811c949fe77d12":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_56bece2ae438443d9405a60fa4ece746","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"info","max":1,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":1,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_3692e5a597fd47bcad0f1e645e9ea7d5"}},"74c0327cd98a4da8bf429a8479fdc9e4":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_bd7775ccf8b243d6a5625e344ca4fe2b","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 9920512/? [00:20&lt;00:00, 1469128.77it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_dce89c755a784ff5af20c4b76d44f1cf"}},"56bece2ae438443d9405a60fa4ece746":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"3692e5a597fd47bcad0f1e645e9ea7d5":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"bd7775ccf8b243d6a5625e344ca4fe2b":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"dce89c755a784ff5af20c4b76d44f1cf":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"8443420c2da84c1d95c2cd94beef3569":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_de45832c19424de49c73570bf26188ee","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_377c5a779d84451b929f52f3f1db7bfc","IPY_MODEL_f08ef5c19de74e6989eff6601ab6037c"]}},"de45832c19424de49c73570bf26188ee":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"377c5a779d84451b929f52f3f1db7bfc":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_e1ee6ddf73f44e6d8c63c282b095f21e","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"success","max":1,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":1,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_4d208904ea364cff89eb1a01987e7fa8"}},"f08ef5c19de74e6989eff6601ab6037c":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_ab038ccca3374ec08019ad3105e09f84","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 32768/? [00:00&lt;00:00, 117023.60it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_ff0201f568e845d9859a0c6b644d6cb7"}},"e1ee6ddf73f44e6d8c63c282b095f21e":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"4d208904ea364cff89eb1a01987e7fa8":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"ab038ccca3374ec08019ad3105e09f84":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"ff0201f568e845d9859a0c6b644d6cb7":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"40660ad16251434f93c6d50b4da43975":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_d74cd4446af24399b6065f0b1126cf78","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_9c2e4bcccc7b4406baeff31540726e20","IPY_MODEL_32b138a0c6cb4e2cb4ef7f964e0546bf"]}},"d74cd4446af24399b6065f0b1126cf78":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"9c2e4bcccc7b4406baeff31540726e20":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_863f7640ebcd41bd8e19ff201273e179","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"info","max":1,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":1,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_0e067335a2f54dd98164fb8f82377c5a"}},"32b138a0c6cb4e2cb4ef7f964e0546bf":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_3ea7fa71b2a54bc08f572c26dec185fa","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 1654784/? [00:18&lt;00:00, 287489.15it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_c3f380a8100b4e4c9c53611d30ec6ff1"}},"863f7640ebcd41bd8e19ff201273e179":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"0e067335a2f54dd98164fb8f82377c5a":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"3ea7fa71b2a54bc08f572c26dec185fa":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"c3f380a8100b4e4c9c53611d30ec6ff1":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"22a189a9496b46109e7ba2bb8282dfda":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_b016ef8c1ae44c1990d6616da132eeed","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_e475a9ad1e0d4a74bbe66a28e9b820da","IPY_MODEL_247d3ea4379a4e4291abcebdcbae71f1"]}},"b016ef8c1ae44c1990d6616da132eeed":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"e475a9ad1e0d4a74bbe66a28e9b820da":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_271c7aecc3d34ac4a239c4a5d4f62eb6","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"success","max":1,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":1,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_b3c804c3cc344b96a4894a78737e186c"}},"247d3ea4379a4e4291abcebdcbae71f1":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_f58868a601884a6a9fc1f8d9e50b8175","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 8192/? [00:00&lt;00:00, 18136.07it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_68423171c81d43429cc53d87180e206f"}},"271c7aecc3d34ac4a239c4a5d4f62eb6":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"b3c804c3cc344b96a4894a78737e186c":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"f58868a601884a6a9fc1f8d9e50b8175":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"68423171c81d43429cc53d87180e206f":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}}}}},"cells":[{"cell_type":"code","metadata":{"id":"FV_aDP_Nq9-d","executionInfo":{"status":"ok","timestamp":1608133851338,"user_tz":-480,"elapsed":4671,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}}},"source":["import os\n","import numpy as np\n","import torch\n","from torch.autograd import Variable\n","import torch.nn.functional as F\n","from torch import nn\n","from torch.utils.data import DataLoader\n","\n","from torchvision.datasets import MNIST\n","from torchvision import transforms as tfs\n","from torchvision.utils import save_image\n","\n","import matplotlib.pyplot as plt\n","import matplotlib.gridspec as gridspec\n","%matplotlib inline\n","plt.rcParams['figure.figsize'] = (10.0, 8.0) # 设置画图的尺寸\n","plt.rcParams['image.interpolation'] = 'nearest'\n","plt.rcParams['image.cmap'] = 'gray'\n","i=0\n","def show_images(images): # 定义画图工具\n","    images = np.reshape(images, [images.shape[0], -1])\n","    sqrtn = int(np.ceil(np.sqrt(images.shape[0])))\n","    sqrtimg = int(np.ceil(np.sqrt(images.shape[1])))\n","\n","    fig = plt.figure(figsize=(sqrtn, sqrtn))\n","    gs = gridspec.GridSpec(sqrtn, sqrtn)\n","    gs.update(wspace=0.05, hspace=0.05)\n","\n","    for i, img in enumerate(images):\n","        ax = plt.subplot(gs[i])\n","        plt.axis('off')\n","        ax.set_xticklabels([])\n","        ax.set_yticklabels([])\n","        ax.set_aspect('equal')\n","        plt.imshow(img.reshape([sqrtimg,sqrtimg]))\n","    return \n","def deprocess_img(x):\n","    return (x + 1.0) / 2.0"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["74016190a4d54838a0b9b45c79c18125","482cf8162e9f4fb59b948114b09e694a","3b804c67a9ca419a93811c949fe77d12","74c0327cd98a4da8bf429a8479fdc9e4","56bece2ae438443d9405a60fa4ece746","3692e5a597fd47bcad0f1e645e9ea7d5","bd7775ccf8b243d6a5625e344ca4fe2b","dce89c755a784ff5af20c4b76d44f1cf","8443420c2da84c1d95c2cd94beef3569","de45832c19424de49c73570bf26188ee","377c5a779d84451b929f52f3f1db7bfc","f08ef5c19de74e6989eff6601ab6037c","e1ee6ddf73f44e6d8c63c282b095f21e","4d208904ea364cff89eb1a01987e7fa8","ab038ccca3374ec08019ad3105e09f84","ff0201f568e845d9859a0c6b644d6cb7","40660ad16251434f93c6d50b4da43975","d74cd4446af24399b6065f0b1126cf78","9c2e4bcccc7b4406baeff31540726e20","32b138a0c6cb4e2cb4ef7f964e0546bf","863f7640ebcd41bd8e19ff201273e179","0e067335a2f54dd98164fb8f82377c5a","3ea7fa71b2a54bc08f572c26dec185fa","c3f380a8100b4e4c9c53611d30ec6ff1","22a189a9496b46109e7ba2bb8282dfda","b016ef8c1ae44c1990d6616da132eeed","e475a9ad1e0d4a74bbe66a28e9b820da","247d3ea4379a4e4291abcebdcbae71f1","271c7aecc3d34ac4a239c4a5d4f62eb6","b3c804c3cc344b96a4894a78737e186c","f58868a601884a6a9fc1f8d9e50b8175","68423171c81d43429cc53d87180e206f"]},"id":"eWrnxoH2q9-e","executionInfo":{"status":"ok","timestamp":1608133868934,"user_tz":-480,"elapsed":17061,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}},"outputId":"90430686-852e-4ee8-ca3b-f505cd92aba0"},"source":["#数据处理\n","im_tfs = tfs.Compose([\n","    tfs.ToTensor(),\n","    tfs.Normalize([0.5], [0.5]) # 标准化\n","])\n","train_set = MNIST('./mnist',download=True, transform=im_tfs)\n","train_data = DataLoader(train_set, batch_size=128, shuffle=True)\n","i=0\n","for x,_ in train_data:\n","  i+=1\n","print(i)\n","\n","imgs = deprocess_img(train_data.__iter__().next()[0].view(128, 784)).numpy().squeeze() # 可视化图片效果\n","print(imgs.shape)\n","show_images(imgs)"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./mnist/MNIST/raw/train-images-idx3-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"74016190a4d54838a0b9b45c79c18125","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Extracting ./mnist/MNIST/raw/train-images-idx3-ubyte.gz to ./mnist/MNIST/raw\n","Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./mnist/MNIST/raw/train-labels-idx1-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8443420c2da84c1d95c2cd94beef3569","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Extracting ./mnist/MNIST/raw/train-labels-idx1-ubyte.gz to ./mnist/MNIST/raw\n","Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./mnist/MNIST/raw/t10k-images-idx3-ubyte.gz\n","\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"40660ad16251434f93c6d50b4da43975","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Extracting ./mnist/MNIST/raw/t10k-images-idx3-ubyte.gz to ./mnist/MNIST/raw\n","Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./mnist/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"22a189a9496b46109e7ba2bb8282dfda","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Extracting ./mnist/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./mnist/MNIST/raw\n","Processing...\n","Done!\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/torchvision/datasets/mnist.py:480: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)\n","  return torch.from_numpy(parsed.astype(m[2], copy=False)).view(*s)\n"],"name":"stderr"},{"output_type":"stream","text":["\n","469\n","(128, 784)\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x864 with 128 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"ofe2y0O7vNFn","executionInfo":{"status":"ok","timestamp":1608133877317,"user_tz":-480,"elapsed":1155,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}}},"source":["os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0,1\""],"execution_count":4,"outputs":[]},{"cell_type":"code","metadata":{"id":"QI8EXO-9q9-g","executionInfo":{"status":"ok","timestamp":1608133882191,"user_tz":-480,"elapsed":1070,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}}},"source":["#定义编码器\n","class Encoder(nn.Module):\n","    def __init__(self):\n","        super(Encoder, self).__init__()\n","\n","        self.fc1 = nn.Linear(784, 400)\n","        self.fc21 = nn.Linear(400, 20) # mean\n","        self.fc22 = nn.Linear(400, 20) # var\n","\n","    def encode(self, x): #编码层\n","        h1 = F.relu(self.fc1(x))\n","        return self.fc21(h1), self.fc22(h1)\n","\n","    def reparametrize(self, mu, logvar):\n","        std = logvar.mul(0.5).exp_() #e**(x/2)\n","        eps = torch.FloatTensor(std.size()).normal_()\n","        if torch.cuda.is_available():\n","            eps = Variable(eps.cuda())\n","        else:\n","            eps = Variable(eps)\n","        return eps.mul(std).add_(mu)\n","\n","    def forward(self, x):\n","        mu, logvar = self.encode(x) # 编码\n","        z = self.reparametrize(mu, logvar) # 重新参数化成正态分布\n","        KLD_element = mu.pow(2).add_(logvar.exp()).mul_(-1).add_(1).add_(logvar)\n","        KLD = torch.sum(KLD_element).mul_(-0.5)\n","        return z,KLD # 解码，同时输出均值方差"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"id":"hw4jAJRkq9-g","executionInfo":{"status":"ok","timestamp":1608133885031,"user_tz":-480,"elapsed":1076,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}}},"source":["NOISE_DIM=20\n","bs=128"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"id":"Ll9G6Lmpq9-h","executionInfo":{"status":"ok","timestamp":1608133886181,"user_tz":-480,"elapsed":663,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}}},"source":["class Decoder(nn.Module): \n","    def __init__(self, noise_dim=NOISE_DIM):\n","        super(Decoder, self).__init__()\n","        self.fc = nn.Sequential(\n","            nn.Linear(noise_dim, 1024),\n","            nn.ReLU(True),\n","            nn.BatchNorm1d(1024),\n","            nn.Linear(1024, 7 * 7 * 128),\n","            nn.ReLU(True),\n","            nn.BatchNorm1d(7 * 7 * 128)\n","        )\n","        \n","        self.conv = nn.Sequential(\n","            nn.ConvTranspose2d(128, 64, 4, 2, padding=1),#128,64,3,3\n","            nn.ReLU(True),\n","            nn.BatchNorm2d(64),\n","            nn.ConvTranspose2d(64, 1, 4, 2, padding=1),#128,1,1,1\n","            nn.Tanh()\n","        )\n","        \n","    def forward(self, x):\n","        x = self.fc(x)\n","        x = x.view(x.shape[0], 128, 7, 7) # reshape 通道是 128，大小是 7x7\n","        x = self.conv(x)\n","        return x"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"id":"tvTxvjH8q9-h","executionInfo":{"status":"ok","timestamp":1608133889171,"user_tz":-480,"elapsed":1203,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}}},"source":["class Discriminator(nn.Module):\n","    def __init__(self):\n","        super(Discriminator, self).__init__()\n","        self.conv = nn.Sequential(\n","            nn.Conv2d(1, 32, 5, 1),#24,24\n","            nn.LeakyReLU(0.01),\n","            nn.MaxPool2d(2, 2),#12,12\n","            nn.Conv2d(32, 64, 5, 1),#8,8\n","            nn.LeakyReLU(0.01),\n","            nn.MaxPool2d(2, 2)#4,4\n","        )\n","        self.fc = nn.Sequential(\n","            nn.Linear(1024, 1024),\n","            nn.LeakyReLU(0.01),\n","            nn.Linear(1024, 1),\n","            nn.Sigmoid()\n","        )\n","        self.f=nn.Sequential(\n","            nn.Conv2d(64,1,4,2,1),\n","            nn.AvgPool2d(2)\n","        )#1,1\n","        \n","    def forward(self, x):\n","        x = self.conv(x)\n","        f=self.f(x)\n","        x = x.view(x.shape[0], -1)\n","        x = self.fc(x)\n","        return x,f.squeeze()"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OPefl88Nq9-h","executionInfo":{"status":"ok","timestamp":1608133902581,"user_tz":-480,"elapsed":11703,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}},"outputId":"defc342a-acfc-4e96-90aa-78c16c560e53"},"source":["Gen=Decoder().cuda()\n","Dis=Discriminator().cuda()\n","sample_noise = (torch.rand(128, 20) - 0.5) / 0.5 # -1 ~ 1 的均匀分布\n","g_fake_seed = Variable(sample_noise).cuda()\n","fake_images = Gen(g_fake_seed) # 生成的假的数据\n","print(fake_images.shape)\n","logits_fake,_ = Dis(fake_images) # 判别网络得分\n","print(logits_fake.shape)"],"execution_count":9,"outputs":[{"output_type":"stream","text":["torch.Size([128, 1, 28, 28])\n","torch.Size([128, 1])\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OIuPNHXgq9-h","executionInfo":{"status":"ok","timestamp":1608133908221,"user_tz":-480,"elapsed":1089,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}},"outputId":"2ce5fecc-ad78-4686-bfb9-568a327f13d5"},"source":["Enc=Encoder().cuda()\n","fake_images=fake_images.view(128,-1)\n","print(fake_images.shape)\n","z,kld=Enc(fake_images)\n","print(z.shape)\n"],"execution_count":10,"outputs":[{"output_type":"stream","text":["torch.Size([128, 784])\n","torch.Size([128, 20])\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3pzfh3onq9-i","executionInfo":{"status":"ok","timestamp":1608133910791,"user_tz":-480,"elapsed":1344,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}},"outputId":"a87f0862-0cae-4493-e228-6ca1b9123295"},"source":["print(torch.cuda.is_available())\n","Enc=Encoder().cuda()\n","Gen=Decoder().cuda()\n","D=Discriminator().cuda()\n","E_trainer = torch.optim.Adam(Enc.parameters(), lr=1e-3)\n","G_trainer = torch.optim.Adam(Gen.parameters(), lr=3e-4, betas=(0.5, 0.999))\n","D_trainer = torch.optim.Adam(D.parameters(), lr=3e-4, betas=(0.5, 0.999))"],"execution_count":11,"outputs":[{"output_type":"stream","text":["True\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"T4r0_At-q9-i","executionInfo":{"status":"ok","timestamp":1608133912821,"user_tz":-480,"elapsed":952,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}}},"source":["def lossD(scores_real, scores_fake0,scores_fake1):\n","    loss = 0.5 * ((scores_real - 1) ** 2).mean() + 0.5 * (scores_fake0 ** 2).mean()+0.5 * (scores_fake1 ** 2).mean()\n","    return loss\n","\n","def lossGD(scores_fake):\n","    loss = 0.5 * ((scores_fake - 1) ** 2).mean()\n","    return loss"],"execution_count":12,"outputs":[]},{"cell_type":"code","metadata":{"id":"0LQWyI6mq9-j","executionInfo":{"status":"ok","timestamp":1608134015741,"user_tz":-480,"elapsed":1222,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}}},"source":["def training(epochs=20):\n","    for epoch in range(epochs):\n","        T_loss_D = []\n","        T_loss_G = []\n","        T_loss_GD = []\n","        T_loss_kld = []\n","        i=0\n","        for x_r,_ in train_data:\n","            i+=1\n","            if i==469:\n","              break\n","            x_r=x_r.cuda()\n","            x_r0=x_r.view(bs,-1)\n","            z,kld=Enc(x_r0)\n","            x_f=Gen(z)\n","            sample_noise = (torch.rand(bs, NOISE_DIM) - 0.5) / 0.5 # -1 ~ 1 的均匀分布\n","            g_fake_seed = Variable(sample_noise).cuda()\n","            x_p = Gen(g_fake_seed) # 生成的假的数据\n","            ld_r,fd_r = D(x_r)\n","            ld_f,fd_f = D(x_f)\n","            ld_p,fd_p = D(x_p)\n","            \n","            #---------------------D training --------------------------------\n","            loss_D=lossD(ld_r,ld_p,ld_f)\n","            D_trainer.zero_grad()\n","            loss_D.backward()\n","            D_trainer.step() \n","\n","            #------------------------G & E  training------------------\n","            x_r0=x_r.view(bs,-1)\n","            z,kld=Enc(x_r0)\n","            x_f=Gen(z)\n","            sample_noise = (torch.rand(bs, NOISE_DIM) - 0.5) / 0.5 # -1 ~ 1 的均匀分布\n","            g_fake_seed = Variable(sample_noise).cuda()\n","            x_p = Gen(g_fake_seed) # 生成的假的数据\n","            ld_r,fd_r = D(x_r)\n","            ld_f,fd_f = D(x_f)\n","            ld_p,fd_p= D(x_p)\n","            loss_GD=lossGD(ld_p)\n","            loss_G = 0.5 * (0.01*(x_f - x_r).pow(2).sum() + (fd_f - fd_r.pow(2).sum())) / bs   \n","            G_trainer.zero_grad()\n","            E_trainer.zero_grad()\n","            kld.backward(retain_graph=True)\n","            (0.01*loss_G+loss_GD).backward(torch.ones_like(loss_G))\n","            G_trainer.step()\n","            E_trainer.step()\n","        imgs_numpy = deprocess_img(x_p.data.cpu().numpy())\n","        print(\"epoch:\", epoch)\n","        show_images(imgs_numpy[0:16])\n"],"execution_count":16,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"rl4G05uBq9-j","executionInfo":{"status":"ok","timestamp":1608134487910,"user_tz":-480,"elapsed":469337,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}},"outputId":"998fe52c-f8cf-4f21-d343-d0d0a10ba528"},"source":["training()"],"execution_count":17,"outputs":[{"output_type":"stream","text":["epoch: 0\n","epoch: 1\n","epoch: 2\n","epoch: 3\n","epoch: 4\n","epoch: 5\n","epoch: 6\n","epoch: 7\n","epoch: 8\n","epoch: 9\n","epoch: 10\n","epoch: 11\n","epoch: 12\n","epoch: 13\n","epoch: 14\n","epoch: 15\n","epoch: 16\n","epoch: 17\n","epoch: 18\n","epoch: 19\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 288x288 with 16 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"DCB3gao9q9-j","colab":{"base_uri":"https://localhost:8080/","height":374},"executionInfo":{"status":"error","timestamp":1608134658034,"user_tz":-480,"elapsed":1477,"user":{"displayName":"jack yu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh6PyG318weR45vmQ5j52A-f_uPUlydUp50Z8xn=s64","userId":"08266566274010414163"}},"outputId":"84ca225b-ee11-4b18-e87c-6929aaddffa5"},"source":["sample_noise = (torch.rand(bs, NOISE_DIM) - 0.5) / 0.5 # -1 ~ 1 的均匀分布\n","g_fake_seed = Variable(sample_noise).cu\n","x_p = Gen(g_fake_seed)\n","imgs_numpy = deprocess_img(x_p.data.cpu().numpy())\n","show_images(imgs_numpy)"],"execution_count":18,"outputs":[{"output_type":"error","ename":"RuntimeError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)","\u001b[0;32m<ipython-input-18-04ff218e2025>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0msample_noise\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrand\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNOISE_DIM\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m0.5\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m0.5\u001b[0m \u001b[0;31m# -1 ~ 1 的均匀分布\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mg_fake_seed\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mVariable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msample_noise\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mx_p\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mg_fake_seed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0mimgs_numpy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeprocess_img\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_p\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mshow_images\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimgs_numpy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    725\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    726\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 727\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    728\u001b[0m         for hook in itertools.chain(\n\u001b[1;32m    729\u001b[0m                 \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m<ipython-input-7-1346d1b2764f>\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m         \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     23\u001b[0m         \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mview\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m128\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m7\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m7\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# reshape 通道是 128，大小是 7x7\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     24\u001b[0m         \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    725\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    726\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 727\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    728\u001b[0m         for hook in itertools.chain(\n\u001b[1;32m    729\u001b[0m                 \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/container.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m    115\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    116\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mmodule\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m             \u001b[0minput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodule\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    118\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    119\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    725\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    726\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 727\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    728\u001b[0m         for hook in itertools.chain(\n\u001b[1;32m    729\u001b[0m                 \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/linear.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m     91\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     92\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 93\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinear\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbias\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     94\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     95\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mextra_repr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py\u001b[0m in \u001b[0;36mlinear\u001b[0;34m(input, weight, bias)\u001b[0m\n\u001b[1;32m   1688\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m2\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mbias\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1689\u001b[0m         \u001b[0;31m# fused op is marginally faster\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1690\u001b[0;31m         \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maddmm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbias\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweight\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1691\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1692\u001b[0m         \u001b[0moutput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatmul\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mRuntimeError\u001b[0m: Tensor for argument #2 'mat1' is on CPU, but expected it to be on GPU (while checking arguments for addmm)"]}]},{"cell_type":"code","metadata":{"id":"cAbkaduoq9-j"},"source":[""],"execution_count":null,"outputs":[]}]}